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ECG Classification

Papers

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Showing 1–50 of 116 papers

TitleStatusHype
Guiding Masked Representation Learning to Capture Spatio-Temporal Relationship of ElectrocardiogramCode2
Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge EnhancementCode2
Investigating Deep Learning Benchmarks for Electrocardiography Signal ProcessingCode2
IMLE-Net: An Interpretable Multi-level Multi-channel Model for ECG ClassificationCode1
DCentNet: Decentralized Multistage Biomedical Signal Classification using Early ExitsCode1
Anomaly Detection in Time Series with Triadic Motif Fields and Application in Atrial Fibrillation ECG ClassificationCode1
Automatic ECG classification using discrete wavelet transform and one-dimensional convolutional neural networkCode1
ProtoECGNet: Case-Based Interpretable Deep Learning for Multi-Label ECG Classification with Contrastive LearningCode1
Enhancing Deep Learning-based 3-lead ECG Classification with Heartbeat Counting and Demographic Data IntegrationCode1
Voice2Series: Reprogramming Acoustic Models for Time Series ClassificationCode1
Multimodality Multi-Lead ECG Arrhythmia Classification using Self-Supervised LearningCode1
Convolutional Neural Network and Rule-Based Algorithms for Classifying 12-lead ECGsCode1
A Comparison of 1-D and 2-D Deep Convolutional Neural Networks in ECG ClassificationCode1
Classification of 12-lead ECGs: the PhysioNet/ Computing in Cardiology Challenge 2020Code1
A Personalized Zero-Shot ECG Arrhythmia Monitoring System: From Sparse Representation Based Domain Adaption to Energy Efficient Abnormal Beat Detection for Practical ECG SurveillanceCode1
Identifying Electrocardiogram Abnormalities Using a Handcrafted-Rule-Enhanced Neural NetworkCode1
MPCNN: A Novel Matrix Profile Approach for CNN-based Sleep Apnea ClassificationCode1
Open-World Electrocardiogram Classification via Domain Knowledge-Driven Contrastive LearningCode1
A Regularization Method to Improve Adversarial Robustness of Neural Networks for ECG Signal ClassificationCode1
Arrhythmia Classifier Based on Ultra-Lightweight Binary Neural NetworkCode1
Atrial Fibrillation Detection and ECG Classification based on CNN-BiLSTMCode1
Learning General Representation of 12-Lead Electrocardiogram with a Joint-Embedding Predictive ArchitectureCode1
Self-supervised representation learning from 12-lead ECG dataCode1
Deep Learning for ECG Analysis: Benchmarks and Insights from PTB-XLCode1
A Multi-Resolution Mutual Learning Network for Multi-Label ECG ClassificationCode1
LightX3ECG: A Lightweight and eXplainable Deep Learning System for 3-lead Electrocardiogram ClassificationCode1
Advancing the State-of-the-Art for ECG Analysis through Structured State Space ModelsCode1
Classification of 12-Lead ECG Signals with Bi-directional LSTM Network—0
Analysis of a Deep Learning Model for 12-Lead ECG Classification Reveals Learned Features Similar to Diagnostic Criteria—0
CardioPatternFormer: Pattern-Guided Attention for Interpretable ECG Classification with Transformer Architecture—0
Analysis and classification of heart diseases using heartbeat features and machine learning algorithms—0
Graph Neural Networks for Topological Feature Extraction in ECG Classification—0
Baseline Drift Tolerant Signal Encoding for ECG Classification with Deep Learning—0
A Wearable ECG Monitor for Deep Learning Based Real-Time Cardiovascular Disease Detection—0
ECG classification using Deep CNN and Gramian Angular Field—0
ECG classification algorithm based on feature synthetic input and multi-resolution neural networks—0
A Dual-scale Lead-seperated Transformer With Lead-orthogonal Attention And Meta-information For Ecg Classification—0
A Compact Online-Learning Spiking Neuromorphic Biosignal Processor—0
Global ECG Classification by Self-Operational Neural Networks with Feature Injection—0
ECGMamba: Towards Efficient ECG Classification with BiSSM—0
Using Anomaly Detection to Detect Poisoning Attacks in Federated Learning Applications—0
Defending Against Adversarial Attack in ECG Classification with Adversarial Distillation Training—0
A Systematic Review of ECG Arrhythmia Classification: Adherence to Standards, Fair Evaluation, and Embedded Feasibility—0
Efficient Post-Training Augmentation for Adaptive Inference in Heterogeneous and Distributed IoT Environments—0
Deep Neural Networks Generalization and Fine-Tuning for 12-lead ECG Classification—0
A Domain Generalization Approach for Out-Of-Distribution 12-lead ECG Classification with Convolutional Neural Networks—0
A Generative Modeling Approach to Limited Channel ECG Classification—0
AmpliNetECG12: A lightweight SoftMax-based relativistic amplitude amplification architecture for 12 lead ECG classification—0
Deep Learning-based ECG Classification on Raspberry PI using a Tensorflow Lite Model based on PTB-XL Dataset—0
VizECGNet: Visual ECG Image Network for Cardiovascular Diseases Classification with Multi-Modal Training and Knowledge Distillation—0
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All datasetsPhysioNet Challenge 2021Electrocardiography (ECG) on Telehealth Network of Minas Gerais (TNMG)PhysioNet Challenge 2020PTB-XLUCR Time Series Classification Archive

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Local Lead AttentionPhysioNet Challenge score 20210.52—Unverified
2Classifier Chain (3-lead)PhysioNet Challenge score 2021-0.6—Unverified
3Classifier Chain (4-lead)PhysioNet Challenge score 2021-0.63—Unverified
4Classifier Chain (6-lead)PhysioNet Challenge score 2021-0.63—Unverified
5Classifier Chain (2-lead)PhysioNet Challenge score 2021-0.63—Unverified
#ModelMetricClaimedVerifiedStatus
1DNNF1 (1dAVb)0.89—Unverified
24th year cardiology residentF1 (1dAVb)0.78—Unverified
35th year medical studentF1 (1dAVb)0.73—Unverified
43rd year emergency residentF1 (1dAVb)0.72—Unverified
#ModelMetricClaimedVerifiedStatus
11D CNN EncoderPhysioNet Challenge score (test data)0.21—Unverified
#ModelMetricClaimedVerifiedStatus
1xresnet1d101AUROC0.93—Unverified
#ModelMetricClaimedVerifiedStatus
1V2SaAccuracy (Test)93.96—Unverified